colab test: automatic image colorization

aic.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "aic.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "WT1YVpiW1vUc",
        "colab_type": "code",
        "outputId": "c81556af-11a2-4051-c492-fd3e96c05cd6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive/')\n",
        "import os\n",
        "os.chdir('/content/drive/My Drive/colab')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=...\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive/\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qORbQEzgCpR2",
        "colab_type": "code",
        "outputId": "aff4caee-dbac-492e-c1f3-7e696f5757f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        }
      },
      "source": [
        "! git clone https://github.com/Armour/Automatic-Image-Colorization.git"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'Automatic-Image-Colorization'...\n",
            "remote: Enumerating objects: 4, done.\u001b[K\n",
            "remote: Counting objects: 100% (4/4), done.\u001b[K\n",
            "remote: Compressing objects: 100% (4/4), done.\u001b[K\n",
            "remote: Total 402 (delta 0), reused 0 (delta 0), pack-reused 398\u001b[K\n",
            "Receiving objects: 100% (402/402), 39.76 MiB | 19.06 MiB/s, done.\n",
            "Resolving deltas: 100% (162/162), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9GH1bnv3DCBx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# 1. Download pre_trained.zip to your computer and unzip it.\n",
        "# 2. In Google Drive:\n",
        "#   2.1 upload \"summary/\" to .../Automatic-Image-Colorization/\n",
        "#   2.2 upload \"vgg16.npy\" to .../Automatic-Image-Colorization/vgg/\n",
        "#   2.3 upload colorful *.jpg to .../Automatic-Image-Colorization/../img\n",
        "os.chdir('/content/drive/My Drive/colab/Automatic-Image-Colorization')\n",
        "! mkdir -p summary/test/images"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0HrJOuYdDRar",
        "colab_type": "code",
        "outputId": "497c62e7-e4f2-4e30-bb10-9525d59eb6f4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "%%writefile config.py\n",
        "#!/usr/bin/env python\n",
        "# -*- coding: utf-8 -*-\n",
        "\n",
        "\"\"\"Config file that contains all config varibles.\"\"\"\n",
        "\n",
        "__author__ = 'Chong Guo <armourcy@email.com>'\n",
        "__copyright__ = 'Copyright 2018, Chong Guo'\n",
        "__license__ = 'GPL'\n",
        "\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "\n",
        "\n",
        "# Debug flag, if true, will check model shape using assert in each step and skip gray image check part (to save time)\n",
        "debug = False\n",
        "\n",
        "# Image size for training\n",
        "image_size = 224\n",
        "\n",
        "# Image resize method\n",
        "image_resize_method = tf.image.ResizeMethod.BILINEAR\n",
        "\n",
        "# Parameters for neural network\n",
        "training_iters = 3000000  # The training iterations number\n",
        "batch_size = 6 # Batch size for training data\n",
        "display_step = 50  # Step interval for displaying loss and saving summary during training phase\n",
        "testing_step = 1000  # Step interval for testing and saving image during training phase\n",
        "saving_step = 10000  # Step interval for saving model during training phase\n",
        "shuffle_buffer_size = 2000\n",
        "\n",
        "# UV channel normalization parameters\n",
        "u_norm_para = 0.435912\n",
        "v_norm_para = 0.614777\n",
        "\n",
        "# Directory for training and testing dataset\n",
        "training_dir = \"train2014\"\n",
        "testing_dir = \"../img\"\n",
        "\n",
        "# Model, result and generated images stored path\n",
        "summary_path = \"summary\"\n",
        "training_summary = summary_path + \"/train\"\n",
        "testing_summary = summary_path + \"/test\"\n",
        "\n",
        "# Weights for each layer (trainable)\n",
        "weights = {\n",
        "    'b_conv4': tf.Variable(tf.truncated_normal([1, 1, 512, 256], stddev=0.01), trainable=True),\n",
        "    'b_conv3': tf.Variable(tf.truncated_normal([3, 3, 256, 128], stddev=0.01), trainable=True),\n",
        "    'b_conv2': tf.Variable(tf.truncated_normal([3, 3, 128, 64], stddev=0.01), trainable=True),\n",
        "    'b_conv1': tf.Variable(tf.truncated_normal([3, 3, 64, 3], stddev=0.01), trainable=True),\n",
        "    'b_conv0': tf.Variable(tf.truncated_normal([3, 3, 3, 3], stddev=0.01), trainable=True),\n",
        "    'output_conv': tf.Variable(tf.truncated_normal([3, 3, 3, 2], stddev=0.01), trainable=True),\n",
        "}\n",
        "\n",
        "# Gaussian blur kernel (not trainable)\n",
        "gaussin_blur_3x3 = np.divide([\n",
        "    [1., 2., 1.],\n",
        "    [2., 4., 2.],\n",
        "    [1., 2., 1.],\n",
        "], 16.) # (3, 3)\n",
        "gaussin_blur_3x3 = np.stack((gaussin_blur_3x3, gaussin_blur_3x3), axis=-1) # (3, 3, 2)\n",
        "gaussin_blur_3x3 = np.stack((gaussin_blur_3x3, gaussin_blur_3x3), axis=-1) # (3, 3, 2, 2)\n",
        "\n",
        "gaussin_blur_5x5 = np.divide([\n",
        "    [1.,  4.,  7.,  4., 1.],\n",
        "    [4., 16., 26., 16., 4.],\n",
        "    [7., 26., 41., 26., 7.],\n",
        "    [4., 16., 26., 16., 4.],\n",
        "    [1.,  4.,  7.,  4., 1.],\n",
        "], 273.) # (5, 5)\n",
        "gaussin_blur_5x5 = np.stack((gaussin_blur_5x5, gaussin_blur_5x5), axis=-1) # (5, 5, 2)\n",
        "gaussin_blur_5x5 = np.stack((gaussin_blur_5x5, gaussin_blur_5x5), axis=-1) # (5, 5, 2, 2)\n",
        "\n",
        "tf_blur_3x3 = tf.Variable(tf.convert_to_tensor(gaussin_blur_3x3, dtype=tf.float32), trainable=False)\n",
        "tf_blur_5x5 = tf.Variable(tf.convert_to_tensor(gaussin_blur_5x5, dtype=tf.float32), trainable=False)\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting config.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "INRYpKeHTD4w",
        "colab_type": "code",
        "outputId": "5f65054a-f34a-42c2-9a99-ec93044364a8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        }
      },
      "source": [
        "! python3 test.py"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING: Logging before flag parsing goes to stderr.\n",
            "W0713 07:38:02.230251 139962936371072 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/config.py:46: The name tf.truncated_normal is deprecated. Please use tf.random.truncated_normal instead.\n",
            "\n",
            "⏳ Init input file path...\n",
            "Throwing all gray space images now... (this will take a long time if the training dataset is huge)\n",
            "⏳ Init placeholder and variables...\n",
            "W0713 07:38:05.342015 139962936371072 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:54: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "W0713 07:38:05.343295 139962936371072 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:55: The name tf.train.get_or_create_global_step is deprecated. Please use tf.compat.v1.train.get_or_create_global_step instead.\n",
            "\n",
            "🤖 Load vgg16 model...\n",
            "/content/drive/My Drive/colab/Automatic-Image-Colorization/vgg/vgg16.npy\n",
            "Traceback (most recent call last):\n",
            "  File \"test.py\", line 21, in <module>\n",
            "    is_training, _, _, loss, predict_rgb, color_image_rgb, gray_image, file_paths = init_model(train=False)\n",
            "  File \"/content/drive/My Drive/colab/Automatic-Image-Colorization/common.py\", line 59, in init_model\n",
            "    vgg = vgg16.Vgg16()\n",
            "  File \"/content/drive/My Drive/colab/Automatic-Image-Colorization/vgg/vgg16.py\", line 23, in __init__\n",
            "    self.data_dict = np.load(vgg16_npy_path, encoding='latin1').item()\n",
            "  File \"/usr/local/lib/python3.6/dist-packages/numpy/lib/npyio.py\", line 447, in load\n",
            "    pickle_kwargs=pickle_kwargs)\n",
            "  File \"/usr/local/lib/python3.6/dist-packages/numpy/lib/format.py\", line 696, in read_array\n",
            "    raise ValueError(\"Object arrays cannot be loaded when \"\n",
            "ValueError: Object arrays cannot be loaded when allow_pickle=False\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mWBvqYum98Nd",
        "colab_type": "code",
        "outputId": "69d3a1d5-49c0-4cf7-e383-eaaf57cc38ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "! pip3 list | grep numpy"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "numpy                    1.16.4               \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xZrUPnwGO0W2",
        "colab_type": "code",
        "outputId": "95c48ffe-2df1-43c9-fcbd-cb09a3530c0f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 274
        }
      },
      "source": [
        "! pip3 install numpy==1.16.1"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting numpy==1.16.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f5/bf/4981bcbee43934f0adb8f764a1e70ab0ee5a448f6505bd04a87a2fda2a8b/numpy-1.16.1-cp36-cp36m-manylinux1_x86_64.whl (17.3MB)\n",
            "\u001b[K     |████████████████████████████████| 17.3MB 9.3MB/s \n",
            "\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n",
            "\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: numpy\n",
            "  Found existing installation: numpy 1.16.4\n",
            "    Uninstalling numpy-1.16.4:\n",
            "      Successfully uninstalled numpy-1.16.4\n",
            "Successfully installed numpy-1.16.1\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "numpy"
                ]
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RSwkoNrCO82l",
        "colab_type": "code",
        "outputId": "28e46c1d-115b-4fe7-ae95-04114c7e2310",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "! python3 test.pyb"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING: Logging before flag parsing goes to stderr.\n",
            "W0713 07:39:09.087510 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/config.py:46: The name tf.truncated_normal is deprecated. Please use tf.random.truncated_normal instead.\n",
            "\n",
            "⏳ Init input file path...\n",
            "Throwing all gray space images now... (this will take a long time if the training dataset is huge)\n",
            "⏳ Init placeholder and variables...\n",
            "W0713 07:39:09.227396 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:54: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "W0713 07:39:09.228646 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:55: The name tf.train.get_or_create_global_step is deprecated. Please use tf.compat.v1.train.get_or_create_global_step instead.\n",
            "\n",
            "🤖 Load vgg16 model...\n",
            "/content/drive/My Drive/colab/Automatic-Image-Colorization/vgg/vgg16.npy\n",
            "npy file loaded\n",
            "🤖 Build residual encoder model...\n",
            "W0713 07:39:13.681233 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/read_input.py:66: The name tf.read_file is deprecated. Please use tf.io.read_file instead.\n",
            "\n",
            "W0713 07:39:13.682713 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/read_input.py:70: The name tf.image.resize_images is deprecated. Please use tf.image.resize instead.\n",
            "\n",
            "W0713 07:39:13.687235 139644106086272 deprecation.py:323] From /content/drive/My Drive/colab/Automatic-Image-Colorization/read_input.py:72: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "W0713 07:39:13.702586 139644106086272 deprecation.py:323] From /content/drive/My Drive/colab/Automatic-Image-Colorization/read_input.py:90: DatasetV1.make_one_shot_iterator (from tensorflow.python.data.ops.dataset_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `for ... in dataset:` to iterate over a dataset. If using `tf.estimator`, return the `Dataset` object directly from your input function. As a last resort, you can use `tf.compat.v1.data.make_one_shot_iterator(dataset)`.\n",
            "build model started\n",
            "W0713 07:39:13.831819 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/vgg/vgg16.py:93: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead.\n",
            "\n",
            "W0713 07:39:13.848992 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/vgg/vgg16.py:90: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
            "\n",
            "build model finished: 1s\n",
            "W0713 07:39:15.395800 139644106086272 deprecation.py:323] From /content/drive/My Drive/colab/Automatic-Image-Colorization/residual_encoder.py:62: batch_normalization (from tensorflow.python.layers.normalization) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use keras.layers.BatchNormalization instead.  In particular, `tf.control_dependencies(tf.GraphKeys.UPDATE_OPS)` should not be used (consult the `tf.keras.layers.batch_normalization` documentation).\n",
            "W0713 07:39:15.866347 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/residual_encoder.py:48: The name tf.squared_difference is deprecated. Please use tf.math.squared_difference instead.\n",
            "\n",
            "W0713 07:39:15.873428 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:92: The name tf.train.AdamOptimizer is deprecated. Please use tf.compat.v1.train.AdamOptimizer instead.\n",
            "\n",
            "⏳ Init tensorflow summaries...\n",
            "W0713 07:39:16.671000 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:96: The name tf.summary.histogram is deprecated. Please use tf.compat.v1.summary.histogram instead.\n",
            "\n",
            "W0713 07:39:16.672161 139644106086272 deprecation_wrapper.py:119] From /content/drive/My Drive/colab/Automatic-Image-Colorization/common.py:97: The name tf.summary.image is deprecated. Please use tf.compat.v1.summary.image instead.\n",
            "\n",
            "W0713 07:39:16.675419 139644106086272 deprecation_wrapper.py:119] From test.py:24: The name tf.train.Scaffold is deprecated. Please use tf.compat.v1.train.Scaffold instead.\n",
            "\n",
            "W0713 07:39:16.675567 139644106086272 deprecation_wrapper.py:119] From test.py:25: The name tf.train.CheckpointSaverHook is deprecated. Please use tf.estimator.CheckpointSaverHook instead.\n",
            "\n",
            "W0713 07:39:16.675731 139644106086272 deprecation_wrapper.py:119] From test.py:27: The name tf.train.ChiefSessionCreator is deprecated. Please use tf.compat.v1.train.ChiefSessionCreator instead.\n",
            "\n",
            "W0713 07:39:22.072405 139644106086272 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/training_util.py:236: Variable.initialized_value (from tensorflow.python.ops.variables) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use Variable.read_value. Variables in 2.X are initialized automatically both in eager and graph (inside tf.defun) contexts.\n",
            "W0713 07:39:24.146666 139644106086272 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/array_ops.py:1354: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
            "2019-07-13 07:39:24.337965: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz\n",
            "2019-07-13 07:39:24.339818: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1405100 executing computations on platform Host. Devices:\n",
            "2019-07-13 07:39:24.339872: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): <undefined>, <undefined>\n",
            "2019-07-13 07:39:24.345290: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcuda.so.1\n",
            "2019-07-13 07:39:24.587503: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:24.587992: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1404840 executing computations on platform CUDA. Devices:\n",
            "2019-07-13 07:39:24.588021: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): Tesla T4, Compute Capability 7.5\n",
            "2019-07-13 07:39:24.588264: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:24.588617: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1640] Found device 0 with properties: \n",
            "name: Tesla T4 major: 7 minor: 5 memoryClockRate(GHz): 1.59\n",
            "pciBusID: 0000:00:04.0\n",
            "2019-07-13 07:39:24.601376: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudart.so.10.0\n",
            "2019-07-13 07:39:24.760420: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcublas.so.10.0\n",
            "2019-07-13 07:39:24.837180: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcufft.so.10.0\n",
            "2019-07-13 07:39:24.859201: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcurand.so.10.0\n",
            "2019-07-13 07:39:25.016505: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcusolver.so.10.0\n",
            "2019-07-13 07:39:25.112535: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcusparse.so.10.0\n",
            "2019-07-13 07:39:25.410945: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudnn.so.7\n",
            "2019-07-13 07:39:25.411224: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:25.411695: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:25.412000: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1763] Adding visible gpu devices: 0\n",
            "2019-07-13 07:39:25.415051: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudart.so.10.0\n",
            "2019-07-13 07:39:25.417068: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1181] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
            "2019-07-13 07:39:25.417100: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1187]      0 \n",
            "2019-07-13 07:39:25.417120: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1200] 0:   N \n",
            "2019-07-13 07:39:25.419211: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:25.419644: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:1005] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2019-07-13 07:39:25.420001: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1326] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14202 MB memory) -> physical GPU (device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5)\n",
            "Device mapping:\n",
            "/job:localhost/replica:0/task:0/device:XLA_CPU:0 -> device: XLA_CPU device\n",
            "/job:localhost/replica:0/task:0/device:XLA_GPU:0 -> device: XLA_GPU device\n",
            "/job:localhost/replica:0/task:0/device:GPU:0 -> device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5\n",
            "2019-07-13 07:39:25.420436: I tensorflow/core/common_runtime/direct_session.cc:296] Device mapping:\n",
            "/job:localhost/replica:0/task:0/device:XLA_CPU:0 -> device: XLA_CPU device\n",
            "/job:localhost/replica:0/task:0/device:XLA_GPU:0 -> device: XLA_GPU device\n",
            "/job:localhost/replica:0/task:0/device:GPU:0 -> device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5\n",
            "\n",
            "W0713 07:39:25.835776 139644106086272 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/saver.py:1276: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use standard file APIs to check for files with this prefix.\n",
            "truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890504: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890562: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890582: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890600: I tensorflow/core/common_runtime/placer.cc:54] Variable: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890616: I tensorflow/core/common_runtime/placer.cc:54] Variable/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890629: I tensorflow/core/common_runtime/placer.cc:54] Variable/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890650: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890668: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890685: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890702: I tensorflow/core/common_runtime/placer.cc:54] Variable_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890716: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890729: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890747: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890764: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890782: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890798: I tensorflow/core/common_runtime/placer.cc:54] Variable_2: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890811: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890840: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890873: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890890: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890907: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890942: I tensorflow/core/common_runtime/placer.cc:54] Variable_3: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890954: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890968: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.890988: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891007: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891036: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891054: I tensorflow/core/common_runtime/placer.cc:54] Variable_4: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891074: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891088: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891108: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891126: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891144: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891160: I tensorflow/core/common_runtime/placer.cc:54] Variable_5: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891176: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891190: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_6: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891216: I tensorflow/core/common_runtime/placer.cc:54] Variable_6: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_6/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891237: I tensorflow/core/common_runtime/placer.cc:54] Variable_6/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_6/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891251: I tensorflow/core/common_runtime/placer.cc:54] Variable_6/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_7: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891267: I tensorflow/core/common_runtime/placer.cc:54] Variable_7: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_7/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891281: I tensorflow/core/common_runtime/placer.cc:54] Variable_7/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_7/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891295: I tensorflow/core/common_runtime/placer.cc:54] Variable_7/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891311: I tensorflow/core/common_runtime/placer.cc:54] global_step: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891325: I tensorflow/core/common_runtime/placer.cc:54] global_step/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.891338: I tensorflow/core/common_runtime/placer.cc:54] global_step/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "TensorSliceDataset: (TensorSliceDataset): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.891357: I tensorflow/core/common_runtime/placer.cc:54] TensorSliceDataset: (TensorSliceDataset)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "MapDataset: (MapDataset): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.891373: I tensorflow/core/common_runtime/placer.cc:54] MapDataset: (MapDataset)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "ShuffleDataset: (ShuffleDataset): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.891389: I tensorflow/core/common_runtime/placer.cc:54] ShuffleDataset: (ShuffleDataset)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "BatchDatasetV2: (BatchDatasetV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.891404: I tensorflow/core/common_runtime/placer.cc:54] BatchDatasetV2: (BatchDatasetV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "RepeatDataset: (RepeatDataset): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.891421: I tensorflow/core/common_runtime/placer.cc:54] RepeatDataset: (RepeatDataset)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.894237: W tensorflow/core/common_runtime/colocation_graph.cc:1016] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IteratorGetNext: CPU GPU XLA_CPU XLA_GPU \n",
            "OneShotIterator: CPU \n",
            "IteratorToStringHandle: CPU GPU XLA_CPU XLA_GPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  OneShotIterator (OneShotIterator) /device:GPU:0\n",
            "  IteratorToStringHandle (IteratorToStringHandle) /device:GPU:0\n",
            "  color_image_rgb (IteratorGetNext) /device:GPU:0\n",
            "\n",
            "IteratorToStringHandle: (IteratorToStringHandle): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.894290: I tensorflow/core/common_runtime/placer.cc:54] IteratorToStringHandle: (IteratorToStringHandle)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "color_image_rgb: (IteratorGetNext): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.894309: I tensorflow/core/common_runtime/placer.cc:54] color_image_rgb: (IteratorGetNext)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "color_image_yuv/Slice: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894327: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894344: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_1: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_2: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894360: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_2: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894375: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894391: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894407: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894423: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_2: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894439: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894455: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894471: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_3: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894487: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894503: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_4: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894518: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add_2: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894535: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add_2: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894551: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/truediv_1: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add_3: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894567: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add_3: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894580: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/clip_by_value/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894596: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/clip_by_value/Minimum: (Minimum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/clip_by_value: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894617: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/clip_by_value: (Maximum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894635: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Identity: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894653: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894670: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/GatherV2: (GatherV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/GatherV2_1: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.894686: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/GatherV2_1: (GatherV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Prod: (Prod): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.934962: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Prod: (Prod)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935055: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Prod_1: (Prod)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935079: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/stack: (Pack): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935098: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/stack: (Pack)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935118: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935137: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/transpose_1: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935155: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/transpose_1: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935190: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935209: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935228: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/concat_1: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935247: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935266: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935456: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935488: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935510: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935533: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Equal: (Equal)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/All: (All): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935553: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/All: (All)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Assert: (Assert): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935574: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Assert: (Assert)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935615: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/GreaterEqual: (GreaterEqual)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/All: (All): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935637: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/All: (All)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Assert: (Assert): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935664: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Assert: (Assert)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935684: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/control_dependency: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935704: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935725: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ones: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935745: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ones: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ExpandDims_1: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935766: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ExpandDims_1: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935786: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels: (Tile): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935806: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels: (Tile)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935827: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935844: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_1: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice_2: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935873: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_2: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935893: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935913: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935934: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935954: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_2: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/add_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935974: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.935994: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936015: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_3: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936061: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936083: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_4: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936103: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/add_2: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936124: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add_2: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936144: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/truediv_1: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/add_3: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936165: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add_3: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936184: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/clip_by_value/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936205: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/clip_by_value/Minimum: (Minimum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/clip_by_value: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936225: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/clip_by_value: (Maximum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936246: I tensorflow/core/common_runtime/placer.cc:54] vgg16/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/split: (Split): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936273: I tensorflow/core/common_runtime/placer.cc:54] vgg16/split: (Split)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936293: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936313: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936334: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub_2: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936355: I tensorflow/core/common_runtime/placer.cc:54] vgg16/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_1/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936375: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_1/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936395: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936416: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_2/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936436: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_2/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_2/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936464: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_2/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_2/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936484: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_2/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/pool1: (MaxPool): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936504: I tensorflow/core/common_runtime/placer.cc:54] vgg16/pool1: (MaxPool)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_1/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936524: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_1/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936544: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936564: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_2/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936595: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_2/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_2/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936617: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_2/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv2_2/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936639: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_2/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/pool2: (MaxPool): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936659: I tensorflow/core/common_runtime/placer.cc:54] vgg16/pool2: (MaxPool)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_1/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936690: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_1/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936710: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936730: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_2/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936750: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_2/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_2/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936770: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_2/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_2/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936790: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_2/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_3/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936811: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_3/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_3/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936831: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_3/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv3_3/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936852: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_3/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/pool3: (MaxPool): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936872: I tensorflow/core/common_runtime/placer.cc:54] vgg16/pool3: (MaxPool)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_1/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936893: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_1/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936913: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936933: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_2/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936953: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_2/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_2/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936973: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_2/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_2/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.936993: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_2/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_3/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937013: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_3/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_3/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937051: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_3/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv4_3/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937073: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_3/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/pool4: (MaxPool): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937093: I tensorflow/core/common_runtime/placer.cc:54] vgg16/pool4: (MaxPool)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_1/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937113: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_1/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937132: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937152: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_2/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937172: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_2/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_2/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937193: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_2/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_2/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937212: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_2/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_3/Conv2D: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937231: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_3/Conv2D: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_3/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937252: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_3/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv5_3/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937272: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_3/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/pool5: (MaxPool): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937291: I tensorflow/core/common_runtime/placer.cc:54] vgg16/pool5: (MaxPool)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc6/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937312: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc6/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937333: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc6/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937353: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937372: I tensorflow/core/common_runtime/placer.cc:54] vgg16/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc7/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937391: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc7/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937411: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc7/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937432: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/Relu_1: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937451: I tensorflow/core/common_runtime/placer.cc:54] vgg16/Relu_1: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc8/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937471: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc8/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937492: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc8/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937513: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/prob: (Softmax): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937532: I tensorflow/core/common_runtime/placer.cc:54] vgg16/prob: (Softmax)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937553: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937573: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937602: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937623: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937642: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937660: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937680: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937699: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937717: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937737: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937756: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937775: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937795: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937815: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937836: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937855: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937874: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937893: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937911: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937932: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937950: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937968: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.937987: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938005: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938023: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938061: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938082: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938102: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938122: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938142: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938161: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938183: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938203: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938223: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938241: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938259: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938277: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938295: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938313: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938331: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938349: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938367: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv4/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938388: I tensorflow/core/common_runtime/placer.cc:54] b_conv4/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv4/relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938408: I tensorflow/core/common_runtime/placer.cc:54] b_conv4/relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize/ResizeBilinear: (ResizeBilinear): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938429: I tensorflow/core/common_runtime/placer.cc:54] resize/ResizeBilinear: (ResizeBilinear)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938449: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938469: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938487: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938507: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938527: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938544: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938565: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938594: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938612: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938632: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938651: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938669: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938691: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938722: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938741: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938760: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938779: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938796: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938814: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938834: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938851: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938868: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938885: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938902: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938919: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938939: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938958: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.938982: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939002: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939020: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939056: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939076: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939103: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939123: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939140: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939157: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939174: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939191: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939208: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939224: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939240: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939257: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3_input: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939277: I tensorflow/core/common_runtime/placer.cc:54] b_conv3_input: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939296: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939315: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939334: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939351: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939370: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939388: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939405: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939425: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939443: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939460: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939480: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939499: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939517: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939535: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939555: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939574: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939604: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939624: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939641: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939659: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939677: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939694: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939711: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939729: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939746: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939763: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939783: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939803: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939822: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939856: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939876: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939896: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939917: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939954: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939975: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.939995: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940014: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940048: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940068: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940087: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940106: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940125: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940143: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940166: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize_1/ResizeBilinear: (ResizeBilinear): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940188: I tensorflow/core/common_runtime/placer.cc:54] resize_1/ResizeBilinear: (ResizeBilinear)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940210: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940228: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940246: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940267: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940287: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940305: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940326: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940346: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940365: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940386: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940405: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940423: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940444: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940465: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940500: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940521: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940543: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940560: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940586: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940608: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940628: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940647: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940665: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940684: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940703: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940724: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940744: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940765: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940785: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940806: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940826: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940847: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940868: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940890: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940908: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940926: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940945: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940964: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.940983: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941002: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941021: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941057: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2_input: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941080: I tensorflow/core/common_runtime/placer.cc:54] b_conv2_input: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941102: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941120: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941139: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941157: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941177: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941196: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941213: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941234: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941252: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941269: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941290: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941323: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941344: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941366: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941388: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941410: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941432: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941454: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941473: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941492: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941515: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941534: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941564: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941591: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941610: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941630: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941650: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941672: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941693: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941714: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941750: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941771: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941793: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941815: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941837: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941857: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.941876: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941895: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941914: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941934: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941954: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941974: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.941994: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942016: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize_2/ResizeBilinear: (ResizeBilinear): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942053: I tensorflow/core/common_runtime/placer.cc:54] resize_2/ResizeBilinear: (ResizeBilinear)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942076: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942097: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942117: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942139: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942170: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942253: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942289: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942309: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942329: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942350: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942369: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942388: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942409: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942429: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942450: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942470: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942491: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942509: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942525: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942545: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942558: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942582: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942600: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942619: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942636: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942657: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942677: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942697: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942716: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942735: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942755: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942774: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942790: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942809: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942827: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942945: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942973: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.942991: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943009: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943040: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943060: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943078: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1_input: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943102: I tensorflow/core/common_runtime/placer.cc:54] b_conv1_input: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943122: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943143: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943162: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943179: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943199: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943218: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943235: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943254: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943272: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943288: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943308: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943326: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943344: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943364: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943383: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943404: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943424: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943443: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943461: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943479: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943500: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943517: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943543: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943560: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943586: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943606: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943628: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943648: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943668: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943688: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943707: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943726: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943746: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943766: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943783: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943809: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943826: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943844: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943861: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943880: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943897: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943915: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/b_conv1_bn/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943933: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv1/relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943954: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.943974: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.943992: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944011: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944049: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944067: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944083: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944103: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944120: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944137: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944157: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944175: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944192: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944211: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944231: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944250: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944270: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944290: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944307: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944325: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944345: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944362: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944380: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944397: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944415: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944432: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944453: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944474: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944494: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944514: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944534: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944549: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944568: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944594: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944613: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944630: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944645: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944662: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944679: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944696: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.944714: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944731: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_0/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944749: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0_input: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944769: I tensorflow/core/common_runtime/placer.cc:54] b_conv0_input: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944790: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944811: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/gamma/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944831: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/gamma/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944851: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/beta: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944871: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/beta/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.944890: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/beta/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945015: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_mean: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945061: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_mean/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945083: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_mean/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945101: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_variance: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945122: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_variance/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945141: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/moving_variance/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945158: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945178: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945198: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945217: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945236: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945256: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945274: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945323: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945343: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945360: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945378: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945396: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945415: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945433: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945454: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945474: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945493: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945513: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945534: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945553: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945573: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945606: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945626: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945640: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945658: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945675: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945692: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945710: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945728: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945746: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945764: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945785: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/conv: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945806: I tensorflow/core/common_runtime/placer.cc:54] output_conv/conv: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/gamma: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.945843: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/gamma: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945864: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/gamma/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945880: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/gamma/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945900: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/beta: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.945916: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/beta/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946043: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/beta/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946075: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_mean: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946096: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_mean/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946115: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_mean/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946136: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_variance: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946156: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_variance/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946174: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/moving_variance/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946195: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946215: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.946235: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946255: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946275: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946294: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946316: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946336: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946354: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946382: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946400: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946418: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_4: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946436: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1/Switch_4: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/FusedBatchNorm_1: (FusedBatchNorm): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946457: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/FusedBatchNorm_1: (FusedBatchNorm)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946477: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946497: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond/Merge_2: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946517: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond_1/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946536: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond_1/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946556: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond_1/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946585: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond_1/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946609: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/cond_1/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946629: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946646: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946664: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946681: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946698: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg_1/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946717: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg_1/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg_1/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946734: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg_1/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg_1/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946752: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg_1/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/AssignMovingAvg_1: (AssignSub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946770: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg_1: (AssignSub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/sigmoid: (Sigmoid): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946790: I tensorflow/core/common_runtime/placer.cc:54] output_conv/sigmoid: (Sigmoid)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_y: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946810: I tensorflow/core/common_runtime/placer.cc:54] gray_image_y: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_yuv: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946831: I tensorflow/core/common_runtime/placer.cc:54] predict_yuv: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/Slice: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946853: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946873: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_1: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/Slice_2: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946892: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_2: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946912: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946932: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.946952: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947037: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_2: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947081: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_2: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_3: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947101: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_3: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_4: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947121: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_4: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947142: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_5: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947162: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_5: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/sub_2: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947182: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub_2: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_6: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947202: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_6: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/sub_3: (Sub): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947222: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub_3: (Sub)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_7: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947242: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_7: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/add_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947262: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947282: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/clip_by_value/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947303: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/clip_by_value/Minimum: (Minimum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/clip_by_value: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947324: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/clip_by_value: (Maximum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_uv: (Slice): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947348: I tensorflow/core/common_runtime/placer.cc:54] color_image_uv: (Slice)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "blur_real_3x3: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947367: I tensorflow/core/common_runtime/placer.cc:54] blur_real_3x3: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "blur_real_5x5: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947387: I tensorflow/core/common_runtime/placer.cc:54] blur_real_5x5: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "blur_predict_3x3: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947407: I tensorflow/core/common_runtime/placer.cc:54] blur_predict_3x3: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "blur_predict_5x5: (Conv2D): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947427: I tensorflow/core/common_runtime/placer.cc:54] blur_predict_5x5: (Conv2D)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "SquaredDifference: (SquaredDifference): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947448: I tensorflow/core/common_runtime/placer.cc:54] SquaredDifference: (SquaredDifference)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "diff_original: (Sum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947468: I tensorflow/core/common_runtime/placer.cc:54] diff_original: (Sum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "SquaredDifference_1: (SquaredDifference): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947489: I tensorflow/core/common_runtime/placer.cc:54] SquaredDifference_1: (SquaredDifference)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "diff_blur_3x3: (Sum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947509: I tensorflow/core/common_runtime/placer.cc:54] diff_blur_3x3: (Sum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "SquaredDifference_2: (SquaredDifference): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947529: I tensorflow/core/common_runtime/placer.cc:54] SquaredDifference_2: (SquaredDifference)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "diff_blur_5x5: (Sum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947550: I tensorflow/core/common_runtime/placer.cc:54] diff_blur_5x5: (Sum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "add: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947570: I tensorflow/core/common_runtime/placer.cc:54] add: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "add_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947599: I tensorflow/core/common_runtime/placer.cc:54] add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947620: I tensorflow/core/common_runtime/placer.cc:54] truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Fill: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947641: I tensorflow/core/common_runtime/placer.cc:54] gradients/Fill: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947662: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947683: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/RealDiv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947704: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947724: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947745: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Neg: (Neg)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.947764: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/RealDiv_1: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947783: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/RealDiv_2: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947802: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947822: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947840: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947860: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/tuple/group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947900: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/tuple/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947920: I tensorflow/core/common_runtime/placer.cc:54] gradients/add_1_grad/tuple/group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.947957: I tensorflow/core/common_runtime/placer.cc:54] gradients/add_1_grad/tuple/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.948279: I tensorflow/core/common_runtime/placer.cc:54] gradients/diff_blur_3x3_grad/Tile: (Tile)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949302: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_5x5_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949343: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_5x5_grad/Conv2DBackpropFilter: (Conv2DBackpropFilter)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949365: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_5x5_grad/tuple/group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949384: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_5x5_grad/tuple/control_dependency: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949404: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_5x5_grad/tuple/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949425: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949445: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/Conv2DBackpropInput: (Conv2DBackpropInput)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949466: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/Conv2DBackpropFilter: (Conv2DBackpropFilter)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949487: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/tuple/group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949507: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/tuple/control_dependency: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949526: I tensorflow/core/common_runtime/placer.cc:54] gradients/blur_predict_3x3_grad/tuple/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.949677: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN: (AddN)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949710: I tensorflow/core/common_runtime/placer.cc:54] gradients/output_conv/sigmoid_grad/SigmoidGrad: (SigmoidGrad)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949731: I tensorflow/core/common_runtime/placer.cc:54] gradients/output_conv/output_conv_bn/cond/Merge_grad/cond_grad: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.949896: I tensorflow/core/common_runtime/placer.cc:54] gradients/output_conv/output_conv_bn/cond/FusedBatchNorm_1_grad/FusedBatchNormGrad: (FusedBatchNormGrad)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.961892: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.961912: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.961931: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.961950: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_2: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.961968: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_3: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.961986: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_grad/tuple/control_dependency_4: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Switch_46: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962007: I tensorflow/core/common_runtime/placer.cc:54] gradients/Switch_46: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Identity_46: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962043: I tensorflow/core/common_runtime/placer.cc:54] gradients/Identity_46: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Shape_47: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962067: I tensorflow/core/common_runtime/placer.cc:54] gradients/Shape_47: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_46: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962087: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_46: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_1/Switch_1_grad/cond_grad: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962106: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_1/Switch_1_grad/cond_grad: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Switch_47: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962126: I tensorflow/core/common_runtime/placer.cc:54] gradients/Switch_47: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Identity_47: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962146: I tensorflow/core/common_runtime/placer.cc:54] gradients/Identity_47: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Shape_48: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962166: I tensorflow/core/common_runtime/placer.cc:54] gradients/Shape_48: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_47: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962187: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_47: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm_1/Switch_2_grad/cond_grad: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962208: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm_1/Switch_2_grad/cond_grad: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Switch_48: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962241: I tensorflow/core/common_runtime/placer.cc:54] gradients/Switch_48: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Identity_48: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962275: I tensorflow/core/common_runtime/placer.cc:54] gradients/Identity_48: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Shape_49: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962295: I tensorflow/core/common_runtime/placer.cc:54] gradients/Shape_49: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_48: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962316: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_48: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm/Switch_1_grad/cond_grad: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962336: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm/Switch_1_grad/cond_grad: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Switch_49: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962356: I tensorflow/core/common_runtime/placer.cc:54] gradients/Switch_49: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Identity_49: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962376: I tensorflow/core/common_runtime/placer.cc:54] gradients/Identity_49: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Shape_50: (Shape): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962395: I tensorflow/core/common_runtime/placer.cc:54] gradients/Shape_50: (Shape)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_49: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962416: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_49: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/bn_4/cond/FusedBatchNorm/Switch_2_grad/cond_grad: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962437: I tensorflow/core/common_runtime/placer.cc:54] gradients/bn_4/cond/FusedBatchNorm/Switch_2_grad/cond_grad: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962457: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_24: (AddN)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962476: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_25: (AddN)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta1_power: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962495: I tensorflow/core/common_runtime/placer.cc:54] beta1_power: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta1_power/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962513: I tensorflow/core/common_runtime/placer.cc:54] beta1_power/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta1_power/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962532: I tensorflow/core/common_runtime/placer.cc:54] beta1_power/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta2_power: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962550: I tensorflow/core/common_runtime/placer.cc:54] beta2_power: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta2_power/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962569: I tensorflow/core/common_runtime/placer.cc:54] beta2_power/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta2_power/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962597: I tensorflow/core/common_runtime/placer.cc:54] beta2_power/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam/Initializer/zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962615: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962633: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962650: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962668: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962687: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962706: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962724: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962742: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam/Initializer/zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962760: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962779: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962796: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962815: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962833: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962851: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962869: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962886: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962904: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962923: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962942: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962960: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.962979: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Adam_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.962997: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963014: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963048: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963068: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Adam: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963087: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963105: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963122: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963139: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1/Initializer/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Adam_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963157: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963175: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963193: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963212: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963230: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963248: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963266: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963284: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963302: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/Adam: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963320: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963338: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963356: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/Adam_1: (VariableV2): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.963373: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963390: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963407: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963425: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963444: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963463: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963481: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963500: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963517: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963536: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963554: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963573: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963602: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963620: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963638: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963655: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963674: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963711: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963765: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963783: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963801: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963820: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963838: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963857: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963874: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.963891: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964293: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964348: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964402: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964530: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964549: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Adam: (VariableV2)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.964567: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "optimizer/update_bn_3/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965827: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_3/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_3/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965845: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_3/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv3/b_conv3_bn/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965863: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv3/b_conv3_bn/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv3/b_conv3_bn/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965881: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv3/b_conv3_bn/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_2/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965900: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_2/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_2/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965919: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_2/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv2/b_conv2_bn/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965938: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv2/b_conv2_bn/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv2/b_conv2_bn/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965957: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv2/b_conv2_bn/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_1/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965975: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_1/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_1/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.965993: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_1/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv1/b_conv1_bn/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966011: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv1/b_conv1_bn/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv1/b_conv1_bn/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966046: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv1/b_conv1_bn/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_0/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966066: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_0/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_bn_0/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966084: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_bn_0/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv0/b_conv0_bn/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966101: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv0/b_conv0_bn/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_b_conv0/b_conv0_bn/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966119: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_b_conv0/b_conv0_bn/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_output_conv/output_conv_bn/gamma/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966137: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_output_conv/output_conv_bn/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update_output_conv/output_conv_bn/beta/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966155: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update_output_conv/output_conv_bn/beta/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966174: I tensorflow/core/common_runtime/placer.cc:54] optimizer/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966193: I tensorflow/core/common_runtime/placer.cc:54] optimizer/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966211: I tensorflow/core/common_runtime/placer.cc:54] optimizer/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/Assign_1: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966229: I tensorflow/core/common_runtime/placer.cc:54] optimizer/Assign_1: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update/NoOp: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966254: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update/NoOp: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update/NoOp_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966274: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update/NoOp_1: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/update: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966294: I tensorflow/core/common_runtime/placer.cc:54] optimizer/update: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer: (AssignAdd): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966313: I tensorflow/core/common_runtime/placer.cc:54] optimizer: (AssignAdd)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "loss: (HistogramSummary): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.966337: I tensorflow/core/common_runtime/placer.cc:54] loss: (HistogramSummary)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image: (ImageSummary): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.966358: I tensorflow/core/common_runtime/placer.cc:54] gray_image: (ImageSummary)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "predict_image: (ImageSummary): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.966377: I tensorflow/core/common_runtime/placer.cc:54] predict_image: (ImageSummary)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "color_image: (ImageSummary): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.966398: I tensorflow/core/common_runtime/placer.cc:54] color_image: (ImageSummary)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "global_step/IsVariableInitialized: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966417: I tensorflow/core/common_runtime/placer.cc:54] global_step/IsVariableInitialized: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966446: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/switch_t: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966470: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/switch_t: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/switch_f: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966494: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/switch_f: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/pred_id: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966517: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/pred_id: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/read/Switch: (RefSwitch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966536: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/read/Switch: (RefSwitch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/read: (Identity): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966558: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/read: (Identity)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966577: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/cond/Merge: (Merge): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966611: I tensorflow/core/common_runtime/placer.cc:54] global_step/cond/Merge: (Merge)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966634: I tensorflow/core/common_runtime/placer.cc:54] global_step/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init/NoOp: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966657: I tensorflow/core/common_runtime/placer.cc:54] init/NoOp: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init/NoOp_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966678: I tensorflow/core/common_runtime/placer.cc:54] init/NoOp_1: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966700: I tensorflow/core/common_runtime/placer.cc:54] init: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966723: I tensorflow/core/common_runtime/placer.cc:54] init_1: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "group_deps: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966745: I tensorflow/core/common_runtime/placer.cc:54] group_deps: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966765: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_1: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966784: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_1: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_2: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966803: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_2: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_3: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966821: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_3: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_4: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966839: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_4: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_5: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966856: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_5: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_6: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966874: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_6: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_7: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966893: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_7: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_8: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966911: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_8: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_9: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966930: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_9: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_10: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966948: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_10: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_11: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966967: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_11: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_12: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.966986: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_12: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_13: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967004: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_13: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_14: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967023: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_14: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_15: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967059: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_15: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_16: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967078: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_16: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_17: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967099: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_17: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_18: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967119: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_18: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_19: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967137: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_19: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_20: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967155: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_20: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_21: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967172: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_21: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/IsVariableInitialized_22: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.967191: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/IsVariableInitialized_22: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.970817: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_93: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.970836: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_94: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_95: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970854: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_95: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_96: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970873: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_96: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_97: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970891: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_97: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_98: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970910: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_98: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_99: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970930: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_99: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_100: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970949: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_100: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_101: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970965: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_101: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/IsVariableInitialized_102: (IsVariableInitialized): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.970989: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/IsVariableInitialized_102: (IsVariableInitialized)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables_1/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971014: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/stack: (Pack)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/LogicalNot: (LogicalNot): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971050: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/LogicalNot: (LogicalNot)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971074: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971096: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Prod: (Prod)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_1: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971118: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_1: (StridedSlice)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_2: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971139: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_2: (StridedSlice)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/concat/values_1: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971161: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/concat/values_1: (Pack)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971181: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971201: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971222: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Where: (Where): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971243: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Where: (Where)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Squeeze: (Squeeze): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971273: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Squeeze: (Squeeze)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971302: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/GatherV2: (GatherV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971322: I tensorflow/core/common_runtime/placer.cc:54] concat_1: (ConcatV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971349: I tensorflow/core/common_runtime/placer.cc:54] init_2: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init_all_tables: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971372: I tensorflow/core/common_runtime/placer.cc:54] init_all_tables: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971396: I tensorflow/core/common_runtime/placer.cc:54] init_3: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "group_deps_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971418: I tensorflow/core/common_runtime/placer.cc:54] group_deps_1: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Merge/MergeSummary: (MergeSummary): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971438: I tensorflow/core/common_runtime/placer.cc:54] Merge/MergeSummary: (MergeSummary)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/filename: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971459: I tensorflow/core/common_runtime/placer.cc:54] save/filename: (PlaceholderWithDefault)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Const: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971479: I tensorflow/core/common_runtime/placer.cc:54] save/Const: (PlaceholderWithDefault)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/StringJoin: (StringJoin): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971499: I tensorflow/core/common_runtime/placer.cc:54] save/StringJoin: (StringJoin)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/ShardedFilename: (ShardedFilename): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971521: I tensorflow/core/common_runtime/placer.cc:54] save/ShardedFilename: (ShardedFilename)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2: (SaveV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971546: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2: (SaveV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971566: I tensorflow/core/common_runtime/placer.cc:54] save/control_dependency: (Identity)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/ShardedFilename_1: (ShardedFilename): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971602: I tensorflow/core/common_runtime/placer.cc:54] save/ShardedFilename_1: (ShardedFilename)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2_1: (SaveV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971640: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2_1: (SaveV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971661: I tensorflow/core/common_runtime/placer.cc:54] save/control_dependency_1: (Identity)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/MergeV2Checkpoints/checkpoint_prefixes: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971683: I tensorflow/core/common_runtime/placer.cc:54] save/MergeV2Checkpoints/checkpoint_prefixes: (Pack)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/MergeV2Checkpoints: (MergeV2Checkpoints): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971713: I tensorflow/core/common_runtime/placer.cc:54] save/MergeV2Checkpoints: (MergeV2Checkpoints)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/Identity: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971733: I tensorflow/core/common_runtime/placer.cc:54] save/Identity: (Identity)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/RestoreV2: (RestoreV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.971753: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2: (RestoreV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971771: I tensorflow/core/common_runtime/placer.cc:54] save/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_1: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971789: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_1: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.971807: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_2: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_3: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971824: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_3: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.971849: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_4: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_5: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971866: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_5: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_6: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971884: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_6: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_7: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971901: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_7: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_8: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971919: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_8: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_9: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971937: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_9: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_10: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971955: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_10: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_11: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971974: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_11: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_12: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.971991: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_12: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_13: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972009: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_13: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_14: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972042: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_14: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_15: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972061: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_15: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_16: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972079: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_16: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_17: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972097: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_17: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_18: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972114: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_18: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_19: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972132: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_19: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/restore_shard: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972162: I tensorflow/core/common_runtime/placer.cc:54] save/restore_shard: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/RestoreV2_1: (RestoreV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.972184: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2_1: (RestoreV2)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/Assign_20: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972203: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_20: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_21: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972222: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_21: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_22: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972239: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_22: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_23: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972257: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_23: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_24: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972275: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_24: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_25: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972293: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_25: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_26: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972311: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_26: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "save/Assign_27: (Assign): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.972329: I tensorflow/core/common_runtime/placer.cc:54] save/Assign_27: (Assign)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "save/restore_all: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973852: I tensorflow/core/common_runtime/placer.cc:54] save/restore_all: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973877: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973899: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973922: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973945: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973969: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.973993: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_1/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974016: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974061: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974085: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_2/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974109: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974132: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974154: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_3/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974176: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974198: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974221: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_4/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974244: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974267: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5/mean: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974289: I tensorflow/core/common_runtime/placer.cc:54] truncated_normal_5/stddev: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974312: I tensorflow/core/common_runtime/placer.cc:54] Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974334: I tensorflow/core/common_runtime/placer.cc:54] Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "is_training: (Placeholder): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974359: I tensorflow/core/common_runtime/placer.cc:54] is_training: (Placeholder)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "global_step/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974379: I tensorflow/core/common_runtime/placer.cc:54] global_step/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "tensors/normalize_tensors/component_0: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.974401: I tensorflow/core/common_runtime/placer.cc:54] tensors/normalize_tensors/component_0: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "buffer_size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974422: I tensorflow/core/common_runtime/placer.cc:54] buffer_size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "seed: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974442: I tensorflow/core/common_runtime/placer.cc:54] seed: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "seed2: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974461: I tensorflow/core/common_runtime/placer.cc:54] seed2: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "batch_size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974482: I tensorflow/core/common_runtime/placer.cc:54] batch_size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "drop_remainder: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974502: I tensorflow/core/common_runtime/placer.cc:54] drop_remainder: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "count: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974523: I tensorflow/core/common_runtime/placer.cc:54] count: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "OneShotIterator: (OneShotIterator): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.974542: I tensorflow/core/common_runtime/placer.cc:54] OneShotIterator: (OneShotIterator)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "color_image_yuv/Slice/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974563: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974592: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_1/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974613: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_1/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_1/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974634: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_1/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_2/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974655: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_2/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/Slice_2/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974675: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/Slice_2/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974695: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974714: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_1/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974735: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_2/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_3/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974756: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_3/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/mul_4/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974777: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/mul_4/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/truediv/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974798: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/truediv/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add_2/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974818: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add_2/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974838: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/truediv_1/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/add_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974858: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/add_3/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974878: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/clip_by_value/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974899: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/clip_by_value/Minimum/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_yuv/clip_by_value/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974919: I tensorflow/core/common_runtime/placer.cc:54] color_image_yuv/clip_by_value/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/b: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974939: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/b: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/axes: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974958: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/axes: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/free: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.974979: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/free: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975000: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/GatherV2/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/GatherV2_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975020: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/GatherV2_1/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975060: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975081: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975102: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/transpose_1/perm: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975123: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/transpose_1/perm: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Reshape_1/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975143: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Reshape_1/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975163: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/Const_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/Tensordot/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975184: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/Tensordot/concat_1/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_one_channel/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975204: I tensorflow/core/common_runtime/placer.cc:54] gray_image_one_channel/ExpandDims/dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975223: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/strided_slice/stack: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975242: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/strided_slice/stack_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975262: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/strided_slice/stack_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975282: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975315: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975339: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975359: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Const_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975380: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Const_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975399: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Const_3: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Assert/data_0: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975419: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Assert/data_0: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Assert/data_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975439: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Assert/data_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Assert/data_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975459: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Assert/data_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_equal/Assert/Assert/data_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975478: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_equal/Assert/Assert/data_4: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/Rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975496: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/Rank: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975515: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975535: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975556: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975576: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Const_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975612: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Const_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Assert/data_0: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975632: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Assert/data_0: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
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            "2019-07-13 07:39:25.975652: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Assert/data_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/assert_greater_equal/Assert/Assert/data_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.975671: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/assert_greater_equal/Assert/Assert/data_3: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image_three_channels/Rank_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975692: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/Rank_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/sub/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975711: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/sub/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975729: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ExpandDims/dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ones/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975747: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ones/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/ExpandDims_1/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975765: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ExpandDims_1/input: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975784: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/ExpandDims_1/dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_three_channels/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975804: I tensorflow/core/common_runtime/placer.cc:54] gray_image_three_channels/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975824: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975843: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice_1/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975878: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_1/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975898: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_1/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/Slice_2/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975919: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_2/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975939: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/Slice_2/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/mul/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.975959: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975979: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_1/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.975998: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_2/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976017: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_3/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976055: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/mul_4/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_yuv/truediv/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.976077: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/truediv/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976098: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add_2/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976118: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/truediv_1/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976139: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/add_3/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976158: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976178: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/clip_by_value/Minimum/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976199: I tensorflow/core/common_runtime/placer.cc:54] gray_image_yuv/clip_by_value/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/mul/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.976220: I tensorflow/core/common_runtime/placer.cc:54] vgg16/mul/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976242: I tensorflow/core/common_runtime/placer.cc:54] vgg16/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976277: I tensorflow/core/common_runtime/placer.cc:54] vgg16/split/split_dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976296: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976317: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub_1/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976337: I tensorflow/core/common_runtime/placer.cc:54] vgg16/sub_2/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976358: I tensorflow/core/common_runtime/placer.cc:54] vgg16/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/conv1_1/filter: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.976379: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_1/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976400: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_1/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976421: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_2/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976441: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv1_2/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976462: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_1/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976483: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_1/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976504: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_2/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976525: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv2_2/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976545: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_1/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976565: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_1/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976596: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_2/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976619: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_2/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976640: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_3/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976661: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv3_3/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976682: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_1/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976703: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_1/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976724: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_2/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976745: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_2/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976766: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_3/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976786: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv4_3/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976806: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_1/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976827: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_1/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976849: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_2/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976870: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_2/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976890: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_3/filter: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976911: I tensorflow/core/common_runtime/placer.cc:54] vgg16/conv5_3/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.976932: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976953: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/weights: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.976984: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc6/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.977004: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977040: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/weights: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977068: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc7/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "vgg16/fc8/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.977088: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977108: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/weights: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977129: I tensorflow/core/common_runtime/placer.cc:54] vgg16/fc8/biases: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma/Initializer/ones: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.977148: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977167: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977185: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977204: I tensorflow/core/common_runtime/placer.cc:54] bn_4/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977224: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977244: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977265: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977285: I tensorflow/core/common_runtime/placer.cc:54] bn_4/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977304: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977322: I tensorflow/core/common_runtime/placer.cc:54] bn_4/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.977353: I tensorflow/core/common_runtime/placer.cc:54] resize/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977371: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977389: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977406: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977423: I tensorflow/core/common_runtime/placer.cc:54] bn_3/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977444: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977463: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977482: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977501: I tensorflow/core/common_runtime/placer.cc:54] bn_3/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977518: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977536: I tensorflow/core/common_runtime/placer.cc:54] bn_3/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977554: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977570: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977599: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977618: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977640: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977659: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977678: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977698: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977716: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977734: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize_1/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.977753: I tensorflow/core/common_runtime/placer.cc:54] resize_1/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977772: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977789: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977806: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977822: I tensorflow/core/common_runtime/placer.cc:54] bn_2/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977842: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977861: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977881: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977900: I tensorflow/core/common_runtime/placer.cc:54] bn_2/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977918: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977935: I tensorflow/core/common_runtime/placer.cc:54] bn_2/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977952: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977970: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.977988: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978005: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978041: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978061: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978081: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978100: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978118: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978135: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "resize_2/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.978155: I tensorflow/core/common_runtime/placer.cc:54] resize_2/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978173: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978190: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978208: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978224: I tensorflow/core/common_runtime/placer.cc:54] bn_1/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978344: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_1/cond/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.978398: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978421: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978440: I tensorflow/core/common_runtime/placer.cc:54] bn_1/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978458: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978475: I tensorflow/core/common_runtime/placer.cc:54] bn_1/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978493: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978511: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978528: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978544: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978563: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978591: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978612: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978632: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978649: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978667: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978685: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978702: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978719: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978737: I tensorflow/core/common_runtime/placer.cc:54] bn_0/moving_variance/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978756: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978775: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978793: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978812: I tensorflow/core/common_runtime/placer.cc:54] bn_0/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978830: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978847: I tensorflow/core/common_runtime/placer.cc:54] bn_0/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978865: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma/Initializer/ones: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978883: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978901: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/moving_mean/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978938: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.978978: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979052: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979166: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979185: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979204: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/cond_1/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979222: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979240: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/AssignMovingAvg_1/sub/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gray_image_y/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979259: I tensorflow/core/common_runtime/placer.cc:54] gray_image_y/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979278: I tensorflow/core/common_runtime/placer.cc:54] gray_image_y/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_yuv/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979296: I tensorflow/core/common_runtime/placer.cc:54] predict_yuv/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979314: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979333: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979353: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_1/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979373: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_1/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979392: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_2/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979410: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/Slice_2/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979429: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979448: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979467: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_1/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979487: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/sub_1/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979506: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_2/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/mul_3/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979524: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_3/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979544: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_4/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979563: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_5/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979592: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_6/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.979614: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/mul_7/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979634: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/clip_by_value/Minimum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979652: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/clip_by_value/Minimum/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "predict_rgb/clip_by_value/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979672: I tensorflow/core/common_runtime/placer.cc:54] predict_rgb/clip_by_value/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_uv/begin: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979691: I tensorflow/core/common_runtime/placer.cc:54] color_image_uv/begin: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "color_image_uv/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979710: I tensorflow/core/common_runtime/placer.cc:54] color_image_uv/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979730: I tensorflow/core/common_runtime/placer.cc:54] Const_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979748: I tensorflow/core/common_runtime/placer.cc:54] Const_3: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979767: I tensorflow/core/common_runtime/placer.cc:54] Const_4: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "truediv/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979786: I tensorflow/core/common_runtime/placer.cc:54] truediv/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979805: I tensorflow/core/common_runtime/placer.cc:54] gradients/Shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/grad_ys_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979824: I tensorflow/core/common_runtime/placer.cc:54] gradients/grad_ys_0: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979860: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979880: I tensorflow/core/common_runtime/placer.cc:54] gradients/truediv_grad/Shape_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/diff_blur_5x5_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979901: I tensorflow/core/common_runtime/placer.cc:54] gradients/diff_blur_5x5_grad/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/diff_original_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979922: I tensorflow/core/common_runtime/placer.cc:54] gradients/diff_original_grad/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/diff_blur_3x3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979943: I tensorflow/core/common_runtime/placer.cc:54] gradients/diff_blur_3x3_grad/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/SquaredDifference_2_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979963: I tensorflow/core/common_runtime/placer.cc:54] gradients/SquaredDifference_2_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.979984: I tensorflow/core/common_runtime/placer.cc:54] gradients/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/SquaredDifference_1_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980004: I tensorflow/core/common_runtime/placer.cc:54] gradients/SquaredDifference_1_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980041: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_1/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980064: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_1/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_2/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980085: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_2/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_3/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980106: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_3/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_4/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980126: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_4/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_5/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980147: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_5/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_6/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980167: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_6/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_7/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980187: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_7/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_8/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980207: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_8/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_9/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980228: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_9/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_10/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980248: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_10/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_11/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980267: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_11/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_12/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980287: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_12/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_13/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980306: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_13/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_14/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980327: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_14/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_15/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980347: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_15/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_16/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980369: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_16/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_17/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980389: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_17/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_18/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980410: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_18/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_19/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980431: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_19/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_20/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980451: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_20/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_21/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980471: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_21/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_22/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980492: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_22/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_23/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980512: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_23/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_24/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980531: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_24/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_25/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980550: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_25/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_26/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980571: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_26/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_27/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980603: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_27/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_28/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980624: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_28/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_29/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980645: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_29/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_30/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980665: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_30/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_31/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980685: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_31/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_32/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980706: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_32/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_33/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980726: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_33/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_34/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980746: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_34/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_35/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980766: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_35/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_36/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980785: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_36/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_37/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980824: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_37/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_38/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980852: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_38/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_39/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980873: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_39/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_40/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980915: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_40/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_41/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980954: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_41/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_42/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.980975: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_42/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_43/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981006: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_43/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_44/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981057: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_44/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_45/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981079: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_45/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_46/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981101: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_46/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_47/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981121: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_47/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_48/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981141: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_48/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "gradients/zeros_49/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981161: I tensorflow/core/common_runtime/placer.cc:54] gradients/zeros_49/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta1_power/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981180: I tensorflow/core/common_runtime/placer.cc:54] beta1_power/initial_value: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "beta2_power/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981199: I tensorflow/core/common_runtime/placer.cc:54] beta2_power/initial_value: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981218: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981237: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam_1/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981256: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable/Adam_1/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981275: I tensorflow/core/common_runtime/placer.cc:54] Variable/Adam_1/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981294: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981313: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam_1/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981347: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_1/Adam_1/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981366: I tensorflow/core/common_runtime/placer.cc:54] Variable_1/Adam_1/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Adam/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981385: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Adam/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981403: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Adam_1/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981422: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_2/Adam_1/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981439: I tensorflow/core/common_runtime/placer.cc:54] Variable_2/Adam_1/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Adam/Initializer/zeros/shape_as_tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981459: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Adam/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981478: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.981497: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1/Initializer/zeros/shape_as_tensor: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_3/Adam_1/Initializer/zeros/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981516: I tensorflow/core/common_runtime/placer.cc:54] Variable_3/Adam_1/Initializer/zeros/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981536: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981555: I tensorflow/core/common_runtime/placer.cc:54] Variable_4/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981574: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981602: I tensorflow/core/common_runtime/placer.cc:54] Variable_5/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981621: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/gamma/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981640: I tensorflow/core/common_runtime/placer.cc:54] bn_4/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/beta/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981660: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_4/beta/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981677: I tensorflow/core/common_runtime/placer.cc:54] bn_4/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981696: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/gamma/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981714: I tensorflow/core/common_runtime/placer.cc:54] bn_3/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/beta/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981734: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_3/beta/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981753: I tensorflow/core/common_runtime/placer.cc:54] bn_3/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981772: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/gamma/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981792: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/beta/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981811: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv3/b_conv3_bn/beta/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981830: I tensorflow/core/common_runtime/placer.cc:54] b_conv3/b_conv3_bn/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "bn_2/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981849: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.981869: I tensorflow/core/common_runtime/placer.cc:54] bn_2/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.981888: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.981907: I tensorflow/core/common_runtime/placer.cc:54] bn_2/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981925: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/gamma/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981943: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.981963: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv2/b_conv2_bn/beta/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.981982: I tensorflow/core/common_runtime/placer.cc:54] b_conv2/b_conv2_bn/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982001: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982020: I tensorflow/core/common_runtime/placer.cc:54] bn_1/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982058: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982077: I tensorflow/core/common_runtime/placer.cc:54] bn_1/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982096: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982115: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982145: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982163: I tensorflow/core/common_runtime/placer.cc:54] b_conv1/b_conv1_bn/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982182: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982199: I tensorflow/core/common_runtime/placer.cc:54] bn_0/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982216: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982234: I tensorflow/core/common_runtime/placer.cc:54] bn_0/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982252: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982271: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982290: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "b_conv0/b_conv0_bn/beta/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982308: I tensorflow/core/common_runtime/placer.cc:54] b_conv0/b_conv0_bn/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "output_conv/output_conv_bn/gamma/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982327: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/gamma/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982346: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/gamma/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982364: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/beta/Adam/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
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            "2019-07-13 07:39:25.982382: I tensorflow/core/common_runtime/placer.cc:54] output_conv/output_conv_bn/beta/Adam_1/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/learning_rate: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982410: I tensorflow/core/common_runtime/placer.cc:54] optimizer/learning_rate: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/beta1: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982437: I tensorflow/core/common_runtime/placer.cc:54] optimizer/beta1: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/beta2: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982459: I tensorflow/core/common_runtime/placer.cc:54] optimizer/beta2: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/epsilon: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982478: I tensorflow/core/common_runtime/placer.cc:54] optimizer/epsilon: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "optimizer/value: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982497: I tensorflow/core/common_runtime/placer.cc:54] optimizer/value: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "loss/tag: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982521: I tensorflow/core/common_runtime/placer.cc:54] loss/tag: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "gray_image/tag: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982543: I tensorflow/core/common_runtime/placer.cc:54] gray_image/tag: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "predict_image/tag: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982564: I tensorflow/core/common_runtime/placer.cc:54] predict_image/tag: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "color_image/tag: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982595: I tensorflow/core/common_runtime/placer.cc:54] color_image/tag: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "global_step/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0\n",
            "2019-07-13 07:39:25.982622: I tensorflow/core/common_runtime/placer.cc:54] global_step/add/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0\n",
            "report_uninitialized_variables/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982643: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982664: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/Shape: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982697: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982715: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982735: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/Prod/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982754: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/Prod/reduction_indices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982774: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/Shape_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982794: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_1/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982830: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_1/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982852: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_1/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982873: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/Shape_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982892: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_2/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982913: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_2/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982933: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/strided_slice_2/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982954: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/concat/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/Reshape_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982974: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/Reshape_1/shape: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables/boolean_mask/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.982993: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables/boolean_mask/GatherV2/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_resources/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983013: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_resources/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983056: I tensorflow/core/common_runtime/placer.cc:54] concat/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983080: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983101: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Shape: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983123: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983159: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983180: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Prod/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983200: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Prod/reduction_indices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983221: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Shape_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983243: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983264: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983283: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_1/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983304: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Shape_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983325: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983346: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983368: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/strided_slice_2/stack_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983389: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/concat/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/Reshape_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983412: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/Reshape_1/shape: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_variables_1/boolean_mask/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983433: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_variables_1/boolean_mask/GatherV2/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "report_uninitialized_resources_1/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983454: I tensorflow/core/common_runtime/placer.cc:54] report_uninitialized_resources_1/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983480: I tensorflow/core/common_runtime/placer.cc:54] concat_1/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/filename/input: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983502: I tensorflow/core/common_runtime/placer.cc:54] save/filename/input: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/StringJoin/inputs_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983522: I tensorflow/core/common_runtime/placer.cc:54] save/StringJoin/inputs_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/num_shards: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983546: I tensorflow/core/common_runtime/placer.cc:54] save/num_shards: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/ShardedFilename/shard: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983568: I tensorflow/core/common_runtime/placer.cc:54] save/ShardedFilename/shard: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2/tensor_names: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983602: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2/tensor_names: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2/shape_and_slices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983625: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2/shape_and_slices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/ShardedFilename_1/shard: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983646: I tensorflow/core/common_runtime/placer.cc:54] save/ShardedFilename_1/shard: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2_1/tensor_names: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983667: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2_1/tensor_names: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/SaveV2_1/shape_and_slices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983687: I tensorflow/core/common_runtime/placer.cc:54] save/SaveV2_1/shape_and_slices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/RestoreV2/tensor_names: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983708: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2/tensor_names: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/RestoreV2/shape_and_slices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983729: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2/shape_and_slices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/RestoreV2_1/tensor_names: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983750: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2_1/tensor_names: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "save/RestoreV2_1/shape_and_slices: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
            "2019-07-13 07:39:25.983771: I tensorflow/core/common_runtime/placer.cc:54] save/RestoreV2_1/shape_and_slices: (Const)/job:localhost/replica:0/task:0/device:CPU:0\n",
            "W0713 07:39:28.979471 139644106086272 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/saver.py:1066: get_checkpoint_mtimes (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use standard file utilities to get mtimes.\n",
            "2019-07-13 07:39:29.072856: W tensorflow/compiler/jit/mark_for_compilation_pass.cc:1412] (One-time warning): Not using XLA:CPU for cluster because envvar TF_XLA_FLAGS=--tf_xla_cpu_global_jit was not set.  If you want XLA:CPU, either set that envvar, or use experimental_jit_scope to enable XLA:CPU.  To confirm that XLA is active, pass --vmodule=xla_compilation_cache=1 (as a proper command-line flag, not via TF_XLA_FLAGS) or set the envvar XLA_FLAGS=--xla_hlo_profile.\n",
            "tcmalloc: large alloc 1233903616 bytes == 0x8dfb8000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "tcmalloc: large alloc 1542381568 bytes == 0x11dc12000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "tcmalloc: large alloc 1927979008 bytes == 0x7f0047156000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "tcmalloc: large alloc 2409979904 bytes == 0x11dc12000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "tcmalloc: large alloc 3012476928 bytes == 0x7eff9386a000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "tcmalloc: large alloc 3765600256 bytes == 0x7efeb3142000 @  0x7f016d135615 0x566e55 0x56f1bf 0x57f4fb 0x5afb98 0x4f862c 0x4f98c7 0x4f6128 0x4f7d60 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d 0x4f98c7 0x4f7a28 0x4f876d\n",
            "🤖 Start testing...\n",
            "2019-07-13 07:41:45.743597: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcublas.so.10.0\n",
            "2019-07-13 07:41:46.797345: I tensorflow/stream_executor/platform/default/dso_loader.cc:42] Successfully opened dynamic library libcudnn.so.7\n",
            "📖 Testing iter 1, Minibatch Loss = 949.484375\n",
            "🎉 Testing finished!\n",
            "👀 Total average loss: 189.896875\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8nTth1kDSSPS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# find results in .../Automatic-Image-Colorization/summary/test/images/"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}